{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## zipline installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Please follow latest instructions [here](https://www.zipline.io/install.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is recommended to install Zipline in an isolated conda environment. Installing Zipline in conda environments will not interfere your default Python deployment or site-packages, which will prevent any possible conflict with your global libraries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the `environment.yml`in this directory to install `zipline` and dependencies in a separate `conda` environment."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "conda env create -f environment.yml\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ingest Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get QUANDL API key and follow instructions to download zipline bundles [here](http://www.zipline.io/bundles.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T19:46:52.642767Z",
     "start_time": "2018-10-29T19:46:52.638706Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from zipline.api import order_target, record, symbol\n",
    "from zipline.examples import buyapple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T19:44:10.705896Z",
     "start_time": "2018-10-29T19:44:10.698588Z"
    }
   },
   "outputs": [],
   "source": [
    "%load_ext zipline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## zipline Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Zipline is the algorithmic trading library that powers the Quantopian backtesting and live-trading platform. It is also available offline to develop a strategy using a limited number of free data bundles that can be ingested and used to test the performance of trading ideas before porting the result to the online Quantopian platform for paper and live trading."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data access using zipline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See `zipline` [docs](http://www.zipline.io/bundles.html) on the download and management of data bundles used to simulate backtests. \n",
    "\n",
    "The following commandline instruction lists the available bundles (store per default in `~/.zipline`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "csvdir <no ingestions>\r\n",
      "quandl 2019-03-06 23:47:31.577436\r\n",
      "quandl 2018-06-21 17:47:33.724316\r\n",
      "quandl 2018-05-10 14:38:20.063950\r\n",
      "quantopian-quandl 2018-06-22 15:46:10.110298\r\n"
     ]
    }
   ],
   "source": [
    "!zipline bundles"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code illustrates how zipline permits us to access daily stock data for a range of companies. You can run zipline scripts in the Jupyter Notebook using the magic function of the same name."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, you need to initialize the context with the desired security symbols. We'll also use a counter variable. Then zipline calls handle_data, where we use the `data.history()` method to look back a single period and append the data for the last day to a .csv file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T19:50:42.177238Z",
     "start_time": "2018-10-29T19:48:37.865063Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019-04-18 01:09:43.581720] INFO: Loader: Cache at /home/stefan/.zipline/data/SPY_benchmark.csv does not have data from 2010-01-04 00:00:00+00:00 to 2017-12-29 00:00:00+00:00.\n",
      "\n",
      "[2019-04-18 01:09:43.582187] INFO: Loader: Downloading benchmark data for 'SPY' from 2009-12-31 00:00:00+00:00 to 2017-12-29 00:00:00+00:00\n",
      "[2019-04-18 01:09:44.252915] WARNING: Loader: Still don't have expected benchmark data for 'SPY' from 2009-12-31 00:00:00+00:00 to 2017-12-29 00:00:00+00:00 after redownload!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/env_zipline/lib/python3.5/site-packages/empyrical/stats.py:704: RuntimeWarning: invalid value encountered in true_divide\n",
      "  out=out,\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/env_zipline/lib/python3.5/site-packages/empyrical/stats.py:790: RuntimeWarning: invalid value encountered in true_divide\n",
      "  np.divide(average_annual_return, annualized_downside_risk, out=out)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019-04-18 01:11:32.638840] INFO: zipline.finance.metrics.tracker: Simulated 2013 trading days\n",
      "first open: 2010-01-04 14:31:00+00:00\n",
      "last close: 2017-12-29 21:00:00+00:00\n"
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       "      <td>0.053606</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-26 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.057280</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-27 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.060967</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-28 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-29 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.068380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-01 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072106</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-02 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.075845</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-03 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.079596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-04 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.083361</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-05 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.087139</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-08 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.090931</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-09 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.094735</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-10 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098553</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-11 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.102384</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-12 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106228</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-16 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.110086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-16 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.190689</td>\n",
       "      <td>0.085431</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1984</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-17 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.007937</td>\n",
       "      <td>0.085428</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-20 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.113759</td>\n",
       "      <td>0.085407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-21 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.520152</td>\n",
       "      <td>0.085400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1987</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-22 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.464842</td>\n",
       "      <td>0.085385</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1988</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-24 18:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.609129</td>\n",
       "      <td>0.085364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1989</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-27 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.577862</td>\n",
       "      <td>0.085347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1990</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-28 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.212695</td>\n",
       "      <td>0.085374</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1991</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-29 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.174230</td>\n",
       "      <td>0.085358</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1992</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-30 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.727310</td>\n",
       "      <td>0.085369</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1993</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.595045</td>\n",
       "      <td>0.085361</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1994</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.518090</td>\n",
       "      <td>0.085348</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1995</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.289650</td>\n",
       "      <td>0.085350</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1996</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-06 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.301672</td>\n",
       "      <td>0.085331</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1997</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-07 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.501269</td>\n",
       "      <td>0.085311</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1998</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-08 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.847553</td>\n",
       "      <td>0.085298</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1999</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-11 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.039928</td>\n",
       "      <td>0.085277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-12 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.152948</td>\n",
       "      <td>0.085256</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2001</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-13 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.145725</td>\n",
       "      <td>0.085238</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-14 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.883619</td>\n",
       "      <td>0.085245</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2003</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-15 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.412333</td>\n",
       "      <td>0.085252</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2004</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-18 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.820780</td>\n",
       "      <td>0.085244</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2005</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-19 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.571858</td>\n",
       "      <td>0.085249</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-20 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.538019</td>\n",
       "      <td>0.085233</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-21 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.670952</td>\n",
       "      <td>0.085211</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-22 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.654032</td>\n",
       "      <td>0.085194</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.576682</td>\n",
       "      <td>0.085181</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.608097</td>\n",
       "      <td>0.085162</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.741030</td>\n",
       "      <td>0.085141</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2012</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63.496932</td>\n",
       "      <td>0.085145</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2013</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2013 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           algo_volatility  algorithm_period_return  alpha  \\\n",
       "2010-01-04 21:00:00+00:00              NaN                      0.0    NaN   \n",
       "2010-01-05 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-06 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-07 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-08 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-11 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-12 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-13 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-14 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-15 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-19 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-20 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-21 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-22 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-25 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-26 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-27 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-28 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-01-29 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-01 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-02 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-03 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-04 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-05 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-08 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-09 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-10 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-11 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-12 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "2010-02-16 21:00:00+00:00              0.0                      0.0    NaN   \n",
       "...                                    ...                      ...    ...   \n",
       "2017-11-16 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-17 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-20 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-21 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-22 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-24 18:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-27 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-28 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-29 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-11-30 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-01 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-04 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-05 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-06 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-07 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-08 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-11 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-12 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-13 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-14 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-15 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-18 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-19 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-20 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-21 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-22 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-26 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-27 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-28 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "2017-12-29 21:00:00+00:00              0.0                      0.0    0.0   \n",
       "\n",
       "                           benchmark_period_return  benchmark_volatility  \\\n",
       "2010-01-04 21:00:00+00:00                 0.003487                   NaN   \n",
       "2010-01-05 21:00:00+00:00                 0.006987              0.000000   \n",
       "2010-01-06 21:00:00+00:00                 0.010498              0.000000   \n",
       "2010-01-07 21:00:00+00:00                 0.014022              0.000000   \n",
       "2010-01-08 21:00:00+00:00                 0.017559              0.000000   \n",
       "2010-01-11 21:00:00+00:00                 0.021107              0.000000   \n",
       "2010-01-12 21:00:00+00:00                 0.024668              0.000000   \n",
       "2010-01-13 21:00:00+00:00                 0.028241              0.000000   \n",
       "2010-01-14 21:00:00+00:00                 0.031827              0.000000   \n",
       "2010-01-15 21:00:00+00:00                 0.035425              0.000000   \n",
       "2010-01-19 21:00:00+00:00                 0.039036              0.000000   \n",
       "2010-01-20 21:00:00+00:00                 0.042660              0.000000   \n",
       "2010-01-21 21:00:00+00:00                 0.046296              0.000000   \n",
       "2010-01-22 21:00:00+00:00                 0.049945              0.000000   \n",
       "2010-01-25 21:00:00+00:00                 0.053606              0.000000   \n",
       "2010-01-26 21:00:00+00:00                 0.057280              0.000000   \n",
       "2010-01-27 21:00:00+00:00                 0.060967              0.000000   \n",
       "2010-01-28 21:00:00+00:00                 0.064667              0.000000   \n",
       "2010-01-29 21:00:00+00:00                 0.068380              0.000000   \n",
       "2010-02-01 21:00:00+00:00                 0.072106              0.000000   \n",
       "2010-02-02 21:00:00+00:00                 0.075845              0.000000   \n",
       "2010-02-03 21:00:00+00:00                 0.079596              0.000000   \n",
       "2010-02-04 21:00:00+00:00                 0.083361              0.000000   \n",
       "2010-02-05 21:00:00+00:00                 0.087139              0.000000   \n",
       "2010-02-08 21:00:00+00:00                 0.090931              0.000000   \n",
       "2010-02-09 21:00:00+00:00                 0.094735              0.000000   \n",
       "2010-02-10 21:00:00+00:00                 0.098553              0.000000   \n",
       "2010-02-11 21:00:00+00:00                 0.102384              0.000000   \n",
       "2010-02-12 21:00:00+00:00                 0.106228              0.000000   \n",
       "2010-02-16 21:00:00+00:00                 0.110086              0.000000   \n",
       "...                                            ...                   ...   \n",
       "2017-11-16 21:00:00+00:00                61.190689              0.085431   \n",
       "2017-11-17 21:00:00+00:00                61.007937              0.085428   \n",
       "2017-11-20 21:00:00+00:00                61.113759              0.085407   \n",
       "2017-11-21 21:00:00+00:00                61.520152              0.085400   \n",
       "2017-11-22 21:00:00+00:00                61.464842              0.085385   \n",
       "2017-11-24 18:00:00+00:00                61.609129              0.085364   \n",
       "2017-11-27 21:00:00+00:00                61.577862              0.085347   \n",
       "2017-11-28 21:00:00+00:00                62.212695              0.085374   \n",
       "2017-11-29 21:00:00+00:00                62.174230              0.085358   \n",
       "2017-11-30 21:00:00+00:00                62.727310              0.085369   \n",
       "2017-12-01 21:00:00+00:00                62.595045              0.085361   \n",
       "2017-12-04 21:00:00+00:00                62.518090              0.085348   \n",
       "2017-12-05 21:00:00+00:00                62.289650              0.085350   \n",
       "2017-12-06 21:00:00+00:00                62.301672              0.085331   \n",
       "2017-12-07 21:00:00+00:00                62.501269              0.085311   \n",
       "2017-12-08 21:00:00+00:00                62.847553              0.085298   \n",
       "2017-12-11 21:00:00+00:00                63.039928              0.085277   \n",
       "2017-12-12 21:00:00+00:00                63.152948              0.085256   \n",
       "2017-12-13 21:00:00+00:00                63.145725              0.085238   \n",
       "2017-12-14 21:00:00+00:00                62.883619              0.085245   \n",
       "2017-12-15 21:00:00+00:00                63.412333              0.085252   \n",
       "2017-12-18 21:00:00+00:00                63.820780              0.085244   \n",
       "2017-12-19 21:00:00+00:00                63.571858              0.085249   \n",
       "2017-12-20 21:00:00+00:00                63.538019              0.085233   \n",
       "2017-12-21 21:00:00+00:00                63.670952              0.085211   \n",
       "2017-12-22 21:00:00+00:00                63.654032              0.085194   \n",
       "2017-12-26 21:00:00+00:00                63.576682              0.085181   \n",
       "2017-12-27 21:00:00+00:00                63.608097              0.085162   \n",
       "2017-12-28 21:00:00+00:00                63.741030              0.085141   \n",
       "2017-12-29 21:00:00+00:00                63.496932              0.085145   \n",
       "\n",
       "                           beta  capital_used  ending_cash  ending_exposure  \\\n",
       "2010-01-04 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-05 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-06 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-07 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-08 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-11 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-12 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-13 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-14 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-15 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-19 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-20 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-21 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-22 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-25 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-26 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-27 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-28 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-01-29 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-01 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-02 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-03 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-04 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-05 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-08 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-09 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-10 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-11 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-12 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "2010-02-16 21:00:00+00:00   NaN           0.0   10000000.0              0.0   \n",
       "...                         ...           ...          ...              ...   \n",
       "2017-11-16 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-17 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-20 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-21 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-22 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-24 18:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-27 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-28 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-29 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-11-30 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-01 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-04 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-05 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-06 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-07 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-08 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-11 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-12 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-13 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-14 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-15 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-18 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-19 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-20 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-21 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-22 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-26 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-27 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-28 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "2017-12-29 21:00:00+00:00   0.0           0.0   10000000.0              0.0   \n",
       "\n",
       "                           ending_value          ...            \\\n",
       "2010-01-04 21:00:00+00:00           0.0          ...             \n",
       "2010-01-05 21:00:00+00:00           0.0          ...             \n",
       "2010-01-06 21:00:00+00:00           0.0          ...             \n",
       "2010-01-07 21:00:00+00:00           0.0          ...             \n",
       "2010-01-08 21:00:00+00:00           0.0          ...             \n",
       "2010-01-11 21:00:00+00:00           0.0          ...             \n",
       "2010-01-12 21:00:00+00:00           0.0          ...             \n",
       "2010-01-13 21:00:00+00:00           0.0          ...             \n",
       "2010-01-14 21:00:00+00:00           0.0          ...             \n",
       "2010-01-15 21:00:00+00:00           0.0          ...             \n",
       "2010-01-19 21:00:00+00:00           0.0          ...             \n",
       "2010-01-20 21:00:00+00:00           0.0          ...             \n",
       "2010-01-21 21:00:00+00:00           0.0          ...             \n",
       "2010-01-22 21:00:00+00:00           0.0          ...             \n",
       "2010-01-25 21:00:00+00:00           0.0          ...             \n",
       "2010-01-26 21:00:00+00:00           0.0          ...             \n",
       "2010-01-27 21:00:00+00:00           0.0          ...             \n",
       "2010-01-28 21:00:00+00:00           0.0          ...             \n",
       "2010-01-29 21:00:00+00:00           0.0          ...             \n",
       "2010-02-01 21:00:00+00:00           0.0          ...             \n",
       "2010-02-02 21:00:00+00:00           0.0          ...             \n",
       "2010-02-03 21:00:00+00:00           0.0          ...             \n",
       "2010-02-04 21:00:00+00:00           0.0          ...             \n",
       "2010-02-05 21:00:00+00:00           0.0          ...             \n",
       "2010-02-08 21:00:00+00:00           0.0          ...             \n",
       "2010-02-09 21:00:00+00:00           0.0          ...             \n",
       "2010-02-10 21:00:00+00:00           0.0          ...             \n",
       "2010-02-11 21:00:00+00:00           0.0          ...             \n",
       "2010-02-12 21:00:00+00:00           0.0          ...             \n",
       "2010-02-16 21:00:00+00:00           0.0          ...             \n",
       "...                                 ...          ...             \n",
       "2017-11-16 21:00:00+00:00           0.0          ...             \n",
       "2017-11-17 21:00:00+00:00           0.0          ...             \n",
       "2017-11-20 21:00:00+00:00           0.0          ...             \n",
       "2017-11-21 21:00:00+00:00           0.0          ...             \n",
       "2017-11-22 21:00:00+00:00           0.0          ...             \n",
       "2017-11-24 18:00:00+00:00           0.0          ...             \n",
       "2017-11-27 21:00:00+00:00           0.0          ...             \n",
       "2017-11-28 21:00:00+00:00           0.0          ...             \n",
       "2017-11-29 21:00:00+00:00           0.0          ...             \n",
       "2017-11-30 21:00:00+00:00           0.0          ...             \n",
       "2017-12-01 21:00:00+00:00           0.0          ...             \n",
       "2017-12-04 21:00:00+00:00           0.0          ...             \n",
       "2017-12-05 21:00:00+00:00           0.0          ...             \n",
       "2017-12-06 21:00:00+00:00           0.0          ...             \n",
       "2017-12-07 21:00:00+00:00           0.0          ...             \n",
       "2017-12-08 21:00:00+00:00           0.0          ...             \n",
       "2017-12-11 21:00:00+00:00           0.0          ...             \n",
       "2017-12-12 21:00:00+00:00           0.0          ...             \n",
       "2017-12-13 21:00:00+00:00           0.0          ...             \n",
       "2017-12-14 21:00:00+00:00           0.0          ...             \n",
       "2017-12-15 21:00:00+00:00           0.0          ...             \n",
       "2017-12-18 21:00:00+00:00           0.0          ...             \n",
       "2017-12-19 21:00:00+00:00           0.0          ...             \n",
       "2017-12-20 21:00:00+00:00           0.0          ...             \n",
       "2017-12-21 21:00:00+00:00           0.0          ...             \n",
       "2017-12-22 21:00:00+00:00           0.0          ...             \n",
       "2017-12-26 21:00:00+00:00           0.0          ...             \n",
       "2017-12-27 21:00:00+00:00           0.0          ...             \n",
       "2017-12-28 21:00:00+00:00           0.0          ...             \n",
       "2017-12-29 21:00:00+00:00           0.0          ...             \n",
       "\n",
       "                           short_exposure  short_value  shorts_count  sortino  \\\n",
       "2010-01-04 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-05 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-06 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-07 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-08 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-11 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-12 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-13 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-14 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-15 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-19 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-20 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-21 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-22 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-25 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-26 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-27 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-28 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-01-29 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-01 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-02 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-03 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-04 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-05 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-08 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-09 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-10 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-11 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-12 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2010-02-16 21:00:00+00:00             0.0          0.0             0     None   \n",
       "...                                   ...          ...           ...      ...   \n",
       "2017-11-16 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-17 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-20 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-21 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-22 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-24 18:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-27 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-28 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-29 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-11-30 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-01 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-04 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-05 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-06 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-07 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-08 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-11 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-12 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-13 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-14 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-15 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-18 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-19 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-20 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-21 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-22 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-26 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-27 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-28 21:00:00+00:00             0.0          0.0             0     None   \n",
       "2017-12-29 21:00:00+00:00             0.0          0.0             0     None   \n",
       "\n",
       "                           starting_cash  starting_exposure  starting_value  \\\n",
       "2010-01-04 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-05 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-06 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-07 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-08 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-11 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-12 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-13 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-14 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-15 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-19 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-20 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-21 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-22 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-25 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-26 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-27 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-28 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-01-29 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-01 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-02 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-03 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-04 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-05 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-08 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-09 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-10 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-11 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-12 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2010-02-16 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "...                                  ...                ...             ...   \n",
       "2017-11-16 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-17 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-20 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-21 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-22 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-24 18:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-27 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-28 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-29 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-11-30 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-01 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-04 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-05 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-06 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-07 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-08 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-11 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-12 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-13 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-14 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-15 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-18 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-19 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-20 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-21 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-22 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-26 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-27 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-28 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "2017-12-29 21:00:00+00:00     10000000.0                0.0             0.0   \n",
       "\n",
       "                           trading_days transactions treasury_period_return  \n",
       "2010-01-04 21:00:00+00:00             1           []                    0.0  \n",
       "2010-01-05 21:00:00+00:00             2           []                    0.0  \n",
       "2010-01-06 21:00:00+00:00             3           []                    0.0  \n",
       "2010-01-07 21:00:00+00:00             4           []                    0.0  \n",
       "2010-01-08 21:00:00+00:00             5           []                    0.0  \n",
       "2010-01-11 21:00:00+00:00             6           []                    0.0  \n",
       "2010-01-12 21:00:00+00:00             7           []                    0.0  \n",
       "2010-01-13 21:00:00+00:00             8           []                    0.0  \n",
       "2010-01-14 21:00:00+00:00             9           []                    0.0  \n",
       "2010-01-15 21:00:00+00:00            10           []                    0.0  \n",
       "2010-01-19 21:00:00+00:00            11           []                    0.0  \n",
       "2010-01-20 21:00:00+00:00            12           []                    0.0  \n",
       "2010-01-21 21:00:00+00:00            13           []                    0.0  \n",
       "2010-01-22 21:00:00+00:00            14           []                    0.0  \n",
       "2010-01-25 21:00:00+00:00            15           []                    0.0  \n",
       "2010-01-26 21:00:00+00:00            16           []                    0.0  \n",
       "2010-01-27 21:00:00+00:00            17           []                    0.0  \n",
       "2010-01-28 21:00:00+00:00            18           []                    0.0  \n",
       "2010-01-29 21:00:00+00:00            19           []                    0.0  \n",
       "2010-02-01 21:00:00+00:00            20           []                    0.0  \n",
       "2010-02-02 21:00:00+00:00            21           []                    0.0  \n",
       "2010-02-03 21:00:00+00:00            22           []                    0.0  \n",
       "2010-02-04 21:00:00+00:00            23           []                    0.0  \n",
       "2010-02-05 21:00:00+00:00            24           []                    0.0  \n",
       "2010-02-08 21:00:00+00:00            25           []                    0.0  \n",
       "2010-02-09 21:00:00+00:00            26           []                    0.0  \n",
       "2010-02-10 21:00:00+00:00            27           []                    0.0  \n",
       "2010-02-11 21:00:00+00:00            28           []                    0.0  \n",
       "2010-02-12 21:00:00+00:00            29           []                    0.0  \n",
       "2010-02-16 21:00:00+00:00            30           []                    0.0  \n",
       "...                                 ...          ...                    ...  \n",
       "2017-11-16 21:00:00+00:00          1984           []                    0.0  \n",
       "2017-11-17 21:00:00+00:00          1985           []                    0.0  \n",
       "2017-11-20 21:00:00+00:00          1986           []                    0.0  \n",
       "2017-11-21 21:00:00+00:00          1987           []                    0.0  \n",
       "2017-11-22 21:00:00+00:00          1988           []                    0.0  \n",
       "2017-11-24 18:00:00+00:00          1989           []                    0.0  \n",
       "2017-11-27 21:00:00+00:00          1990           []                    0.0  \n",
       "2017-11-28 21:00:00+00:00          1991           []                    0.0  \n",
       "2017-11-29 21:00:00+00:00          1992           []                    0.0  \n",
       "2017-11-30 21:00:00+00:00          1993           []                    0.0  \n",
       "2017-12-01 21:00:00+00:00          1994           []                    0.0  \n",
       "2017-12-04 21:00:00+00:00          1995           []                    0.0  \n",
       "2017-12-05 21:00:00+00:00          1996           []                    0.0  \n",
       "2017-12-06 21:00:00+00:00          1997           []                    0.0  \n",
       "2017-12-07 21:00:00+00:00          1998           []                    0.0  \n",
       "2017-12-08 21:00:00+00:00          1999           []                    0.0  \n",
       "2017-12-11 21:00:00+00:00          2000           []                    0.0  \n",
       "2017-12-12 21:00:00+00:00          2001           []                    0.0  \n",
       "2017-12-13 21:00:00+00:00          2002           []                    0.0  \n",
       "2017-12-14 21:00:00+00:00          2003           []                    0.0  \n",
       "2017-12-15 21:00:00+00:00          2004           []                    0.0  \n",
       "2017-12-18 21:00:00+00:00          2005           []                    0.0  \n",
       "2017-12-19 21:00:00+00:00          2006           []                    0.0  \n",
       "2017-12-20 21:00:00+00:00          2007           []                    0.0  \n",
       "2017-12-21 21:00:00+00:00          2008           []                    0.0  \n",
       "2017-12-22 21:00:00+00:00          2009           []                    0.0  \n",
       "2017-12-26 21:00:00+00:00          2010           []                    0.0  \n",
       "2017-12-27 21:00:00+00:00          2011           []                    0.0  \n",
       "2017-12-28 21:00:00+00:00          2012           []                    0.0  \n",
       "2017-12-29 21:00:00+00:00          2013           []                    0.0  \n",
       "\n",
       "[2013 rows x 37 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%zipline --start 2010-1-1 --end 2018-1-1 --data-frequency daily\n",
    "from zipline.api import order_target, record, symbol\n",
    "import pandas as pd\n",
    "\n",
    "def initialize(context):\n",
    "    context.i = 0\n",
    "    context.assets = [symbol('FB'), symbol('GOOG'), symbol('AMZN')]\n",
    "    \n",
    "def handle_data(context, data):\n",
    "    df = data.history(context.assets, fields=['price', 'volume'], bar_count=1, frequency=\"1d\")\n",
    "    df = df.to_frame().reset_index()\n",
    "    \n",
    "    if context.i == 0:\n",
    "        df.columns = ['date', 'asset', 'price', 'volume']\n",
    "        df.to_csv('stock_data.csv', index=False)\n",
    "    else:\n",
    "        df.to_csv('stock_data.csv', index=False, mode='a', header=None)\n",
    "    context.i += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the data as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "asset\n",
       "Equity(1037 [FB])      AxesSubplot(0.125,0.2;0.775x0.68)\n",
       "Equity(1244 [GOOG])    AxesSubplot(0.125,0.2;0.775x0.68)\n",
       "Equity(167 [AMZN])     AxesSubplot(0.125,0.2;0.775x0.68)\n",
       "Name: price, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('stock_data.csv')\n",
    "df.date = pd.to_datetime(df.date)\n",
    "df.set_index('date').groupby('asset').price.plot(lw=2, legend=True, figsize=(14, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simple moving average strategy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code example illustrates a [Dual Moving Average Cross-Over Strategy](https://www.zipline.io/beginner-tutorial.html#access-to-previous-prices-using-history) to demonstrate zipline in action:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T19:47:01.653088Z",
     "start_time": "2018-10-29T19:46:57.985095Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019-04-18 01:16:39.544889] WARNING: Loader: Refusing to download new benchmark data because a download succeeded at 2019-04-18 01:09:44.248942+00:00.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/env_zipline/lib/python3.5/site-packages/empyrical/stats.py:704: RuntimeWarning: invalid value encountered in true_divide\n",
      "  out=out,\n",
      "/home/stefan/.pyenv/versions/miniconda3-latest/envs/env_zipline/lib/python3.5/site-packages/empyrical/stats.py:790: RuntimeWarning: invalid value encountered in true_divide\n",
      "  np.divide(average_annual_return, annualized_downside_risk, out=out)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2019-04-18 01:16:42.579180] INFO: zipline.finance.metrics.tracker: Simulated 1007 trading days\n",
      "first open: 2014-01-02 14:31:00+00:00\n",
      "last close: 2017-12-29 21:00:00+00:00\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
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     },
     "output_type": "display_data"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>algo_volatility</th>\n",
       "      <th>algorithm_period_return</th>\n",
       "      <th>alpha</th>\n",
       "      <th>benchmark_period_return</th>\n",
       "      <th>benchmark_volatility</th>\n",
       "      <th>beta</th>\n",
       "      <th>capital_used</th>\n",
       "      <th>ending_cash</th>\n",
       "      <th>ending_exposure</th>\n",
       "      <th>...</th>\n",
       "      <th>short_mavg</th>\n",
       "      <th>short_value</th>\n",
       "      <th>shorts_count</th>\n",
       "      <th>sortino</th>\n",
       "      <th>starting_cash</th>\n",
       "      <th>starting_exposure</th>\n",
       "      <th>starting_value</th>\n",
       "      <th>trading_days</th>\n",
       "      <th>transactions</th>\n",
       "      <th>treasury_period_return</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>2014-01-02 21:00:00+00:00</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.000000e+07</td>\n",
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       "      <td>1</td>\n",
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       "      <th>2014-01-03 21:00:00+00:00</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.006987</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>2</td>\n",
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       "      <th>2014-01-06 21:00:00+00:00</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.010498</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
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       "      <th>2014-01-07 21:00:00+00:00</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.014022</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>1.000000e+07</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.000000e+07</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-13 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.028241</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-14 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.031827</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-15 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.035425</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-16 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.039036</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-17 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.042660</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-21 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.046296</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-22 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.049945</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-23 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.053606</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-24 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.057280</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-27 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.060967</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-28 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.064667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-29 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.068380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-30 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.072106</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-31 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.075845</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-03 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.079596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-04 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.083361</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-05 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.087139</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-06 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.090931</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-07 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.094735</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-10 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.098553</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-11 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.102384</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-12 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.106228</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-02-13 21:00:00+00:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.110086</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.000000e+07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-16 21:00:00+00:00</th>\n",
       "      <td>171.100</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000485</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.926928</td>\n",
       "      <td>0.117531</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>...</td>\n",
       "      <td>157.284780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.965631</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16908.0</td>\n",
       "      <td>16908.0</td>\n",
       "      <td>978</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-17 21:00:00+00:00</th>\n",
       "      <td>170.150</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000475</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.921266</td>\n",
       "      <td>0.117485</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17015.0</td>\n",
       "      <td>...</td>\n",
       "      <td>157.533680</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.945566</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>979</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-20 21:00:00+00:00</th>\n",
       "      <td>169.980</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>0.000473</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.924545</td>\n",
       "      <td>0.117426</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16998.0</td>\n",
       "      <td>...</td>\n",
       "      <td>157.802300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.941682</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17015.0</td>\n",
       "      <td>17015.0</td>\n",
       "      <td>980</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-21 21:00:00+00:00</th>\n",
       "      <td>173.140</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000505</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.937136</td>\n",
       "      <td>0.117404</td>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17314.0</td>\n",
       "      <td>...</td>\n",
       "      <td>158.099130</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.004008</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16998.0</td>\n",
       "      <td>16998.0</td>\n",
       "      <td>981</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-22 21:00:00+00:00</th>\n",
       "      <td>174.960</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.935423</td>\n",
       "      <td>0.117347</td>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17496.0</td>\n",
       "      <td>...</td>\n",
       "      <td>158.419340</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.039651</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17314.0</td>\n",
       "      <td>17314.0</td>\n",
       "      <td>982</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-24 18:00:00+00:00</th>\n",
       "      <td>174.970</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.939893</td>\n",
       "      <td>0.117290</td>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17497.0</td>\n",
       "      <td>...</td>\n",
       "      <td>158.733780</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.039320</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17496.0</td>\n",
       "      <td>17496.0</td>\n",
       "      <td>983</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-27 21:00:00+00:00</th>\n",
       "      <td>174.090</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000514</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.938924</td>\n",
       "      <td>0.117232</td>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17409.0</td>\n",
       "      <td>...</td>\n",
       "      <td>159.052960</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.020722</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17497.0</td>\n",
       "      <td>17497.0</td>\n",
       "      <td>984</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-28 21:00:00+00:00</th>\n",
       "      <td>173.070</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.000504</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.958594</td>\n",
       "      <td>0.117269</td>\n",
       "      <td>0.000625</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17307.0</td>\n",
       "      <td>...</td>\n",
       "      <td>159.347500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.999187</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17409.0</td>\n",
       "      <td>17409.0</td>\n",
       "      <td>985</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-29 21:00:00+00:00</th>\n",
       "      <td>169.480</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.957402</td>\n",
       "      <td>0.117212</td>\n",
       "      <td>0.000626</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16948.0</td>\n",
       "      <td>...</td>\n",
       "      <td>159.597370</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.918577</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17307.0</td>\n",
       "      <td>17307.0</td>\n",
       "      <td>986</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-11-30 21:00:00+00:00</th>\n",
       "      <td>171.850</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000492</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.974539</td>\n",
       "      <td>0.117223</td>\n",
       "      <td>0.000628</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17185.0</td>\n",
       "      <td>...</td>\n",
       "      <td>159.866260</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964551</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16948.0</td>\n",
       "      <td>16948.0</td>\n",
       "      <td>987</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-01 21:00:00+00:00</th>\n",
       "      <td>171.050</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000484</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.970441</td>\n",
       "      <td>0.117172</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17105.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160.125060</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.947940</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17185.0</td>\n",
       "      <td>17185.0</td>\n",
       "      <td>988</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-04 21:00:00+00:00</th>\n",
       "      <td>169.800</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000472</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.968057</td>\n",
       "      <td>0.117116</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16980.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160.351140</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.921922</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17105.0</td>\n",
       "      <td>17105.0</td>\n",
       "      <td>989</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-05 21:00:00+00:00</th>\n",
       "      <td>169.640</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000470</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>0.960979</td>\n",
       "      <td>0.117077</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16964.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160.562970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.918314</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16980.0</td>\n",
       "      <td>16980.0</td>\n",
       "      <td>990</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-06 21:00:00+00:00</th>\n",
       "      <td>169.010</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000464</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.961351</td>\n",
       "      <td>0.117019</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16901.0</td>\n",
       "      <td>...</td>\n",
       "      <td>160.763320</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.905282</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16964.0</td>\n",
       "      <td>16964.0</td>\n",
       "      <td>991</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-07 21:00:00+00:00</th>\n",
       "      <td>169.452</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000468</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.967535</td>\n",
       "      <td>0.116966</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16945.2</td>\n",
       "      <td>...</td>\n",
       "      <td>160.962910</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.913448</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16901.0</td>\n",
       "      <td>16901.0</td>\n",
       "      <td>992</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-08 21:00:00+00:00</th>\n",
       "      <td>169.370</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000467</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>0.978265</td>\n",
       "      <td>0.116931</td>\n",
       "      <td>0.000629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16937.0</td>\n",
       "      <td>...</td>\n",
       "      <td>161.152320</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.911384</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16945.2</td>\n",
       "      <td>16945.2</td>\n",
       "      <td>993</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-11 21:00:00+00:00</th>\n",
       "      <td>172.670</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.984225</td>\n",
       "      <td>0.116878</td>\n",
       "      <td>0.000630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17267.0</td>\n",
       "      <td>...</td>\n",
       "      <td>161.381500</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.975233</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16937.0</td>\n",
       "      <td>16937.0</td>\n",
       "      <td>994</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-12 21:00:00+00:00</th>\n",
       "      <td>171.700</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000491</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.987727</td>\n",
       "      <td>0.116821</td>\n",
       "      <td>0.000630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17170.0</td>\n",
       "      <td>...</td>\n",
       "      <td>161.601680</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.955178</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17267.0</td>\n",
       "      <td>17267.0</td>\n",
       "      <td>995</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-13 21:00:00+00:00</th>\n",
       "      <td>172.270</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000496</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.987503</td>\n",
       "      <td>0.116763</td>\n",
       "      <td>0.000630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17227.0</td>\n",
       "      <td>...</td>\n",
       "      <td>161.809430</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.965786</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17170.0</td>\n",
       "      <td>17170.0</td>\n",
       "      <td>996</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-14 21:00:00+00:00</th>\n",
       "      <td>172.220</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000496</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.979382</td>\n",
       "      <td>0.116729</td>\n",
       "      <td>0.000630</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17222.0</td>\n",
       "      <td>...</td>\n",
       "      <td>162.010200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.964328</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17227.0</td>\n",
       "      <td>17227.0</td>\n",
       "      <td>997</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-15 21:00:00+00:00</th>\n",
       "      <td>173.870</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.995764</td>\n",
       "      <td>0.116732</td>\n",
       "      <td>0.000631</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17387.0</td>\n",
       "      <td>...</td>\n",
       "      <td>162.220300</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.995910</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17222.0</td>\n",
       "      <td>17222.0</td>\n",
       "      <td>998</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-18 21:00:00+00:00</th>\n",
       "      <td>176.420</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000538</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>1.008419</td>\n",
       "      <td>0.116708</td>\n",
       "      <td>0.000634</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17642.0</td>\n",
       "      <td>...</td>\n",
       "      <td>162.484790</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.044942</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17387.0</td>\n",
       "      <td>17387.0</td>\n",
       "      <td>999</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-19 21:00:00+00:00</th>\n",
       "      <td>174.540</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.000519</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>1.000707</td>\n",
       "      <td>0.116672</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17454.0</td>\n",
       "      <td>...</td>\n",
       "      <td>162.741040</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.005269</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17642.0</td>\n",
       "      <td>17642.0</td>\n",
       "      <td>1000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-20 21:00:00+00:00</th>\n",
       "      <td>174.350</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000517</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.999658</td>\n",
       "      <td>0.116615</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17435.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.001860</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.001063</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17454.0</td>\n",
       "      <td>17454.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-21 21:00:00+00:00</th>\n",
       "      <td>175.010</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>1.003777</td>\n",
       "      <td>0.116559</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.257330</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.013329</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17435.0</td>\n",
       "      <td>17435.0</td>\n",
       "      <td>1002</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-22 21:00:00+00:00</th>\n",
       "      <td>175.010</td>\n",
       "      <td>0.000191</td>\n",
       "      <td>0.000524</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>1.003253</td>\n",
       "      <td>0.116502</td>\n",
       "      <td>0.000635</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.442180</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.012824</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>1003</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-26 21:00:00+00:00</th>\n",
       "      <td>170.570</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.000479</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>1.000856</td>\n",
       "      <td>0.116448</td>\n",
       "      <td>0.000637</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17057.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.598270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.913229</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>17501.0</td>\n",
       "      <td>1004</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-27 21:00:00+00:00</th>\n",
       "      <td>170.600</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.000480</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>1.001830</td>\n",
       "      <td>0.116390</td>\n",
       "      <td>0.000637</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17060.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.746493</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.913345</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17057.0</td>\n",
       "      <td>17057.0</td>\n",
       "      <td>1005</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-28 21:00:00+00:00</th>\n",
       "      <td>171.080</td>\n",
       "      <td>0.000192</td>\n",
       "      <td>0.000484</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>1.005948</td>\n",
       "      <td>0.116334</td>\n",
       "      <td>0.000637</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17108.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.899510</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.922025</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17060.0</td>\n",
       "      <td>17060.0</td>\n",
       "      <td>1006</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29 21:00:00+00:00</th>\n",
       "      <td>169.230</td>\n",
       "      <td>0.000193</td>\n",
       "      <td>0.000466</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>0.998385</td>\n",
       "      <td>0.116298</td>\n",
       "      <td>0.000638</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>16923.0</td>\n",
       "      <td>...</td>\n",
       "      <td>163.997270</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.884198</td>\n",
       "      <td>9.987736e+06</td>\n",
       "      <td>17108.0</td>\n",
       "      <td>17108.0</td>\n",
       "      <td>1007</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1007 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              AAPL  algo_volatility  algorithm_period_return  \\\n",
       "2014-01-02 21:00:00+00:00      NaN              NaN                 0.000000   \n",
       "2014-01-03 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-06 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-07 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-08 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-09 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-10 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-13 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-14 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-15 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-16 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-17 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-21 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-22 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-23 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-24 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-27 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-28 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-29 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-30 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-01-31 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-03 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-04 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-05 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-06 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-07 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-10 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-11 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-12 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "2014-02-13 21:00:00+00:00      NaN         0.000000                 0.000000   \n",
       "...                            ...              ...                      ...   \n",
       "2017-11-16 21:00:00+00:00  171.100         0.000190                 0.000485   \n",
       "2017-11-17 21:00:00+00:00  170.150         0.000190                 0.000475   \n",
       "2017-11-20 21:00:00+00:00  169.980         0.000189                 0.000473   \n",
       "2017-11-21 21:00:00+00:00  173.140         0.000190                 0.000505   \n",
       "2017-11-22 21:00:00+00:00  174.960         0.000190                 0.000523   \n",
       "2017-11-24 18:00:00+00:00  174.970         0.000190                 0.000523   \n",
       "2017-11-27 21:00:00+00:00  174.090         0.000190                 0.000514   \n",
       "2017-11-28 21:00:00+00:00  173.070         0.000190                 0.000504   \n",
       "2017-11-29 21:00:00+00:00  169.480         0.000191                 0.000468   \n",
       "2017-11-30 21:00:00+00:00  171.850         0.000191                 0.000492   \n",
       "2017-12-01 21:00:00+00:00  171.050         0.000191                 0.000484   \n",
       "2017-12-04 21:00:00+00:00  169.800         0.000191                 0.000472   \n",
       "2017-12-05 21:00:00+00:00  169.640         0.000191                 0.000470   \n",
       "2017-12-06 21:00:00+00:00  169.010         0.000191                 0.000464   \n",
       "2017-12-07 21:00:00+00:00  169.452         0.000191                 0.000468   \n",
       "2017-12-08 21:00:00+00:00  169.370         0.000191                 0.000467   \n",
       "2017-12-11 21:00:00+00:00  172.670         0.000191                 0.000500   \n",
       "2017-12-12 21:00:00+00:00  171.700         0.000191                 0.000491   \n",
       "2017-12-13 21:00:00+00:00  172.270         0.000191                 0.000496   \n",
       "2017-12-14 21:00:00+00:00  172.220         0.000191                 0.000496   \n",
       "2017-12-15 21:00:00+00:00  173.870         0.000191                 0.000512   \n",
       "2017-12-18 21:00:00+00:00  176.420         0.000191                 0.000538   \n",
       "2017-12-19 21:00:00+00:00  174.540         0.000192                 0.000519   \n",
       "2017-12-20 21:00:00+00:00  174.350         0.000191                 0.000517   \n",
       "2017-12-21 21:00:00+00:00  175.010         0.000191                 0.000524   \n",
       "2017-12-22 21:00:00+00:00  175.010         0.000191                 0.000524   \n",
       "2017-12-26 21:00:00+00:00  170.570         0.000193                 0.000479   \n",
       "2017-12-27 21:00:00+00:00  170.600         0.000192                 0.000480   \n",
       "2017-12-28 21:00:00+00:00  171.080         0.000192                 0.000484   \n",
       "2017-12-29 21:00:00+00:00  169.230         0.000193                 0.000466   \n",
       "\n",
       "                              alpha  benchmark_period_return  \\\n",
       "2014-01-02 21:00:00+00:00       NaN                 0.003487   \n",
       "2014-01-03 21:00:00+00:00       NaN                 0.006987   \n",
       "2014-01-06 21:00:00+00:00       NaN                 0.010498   \n",
       "2014-01-07 21:00:00+00:00       NaN                 0.014022   \n",
       "2014-01-08 21:00:00+00:00       NaN                 0.017559   \n",
       "2014-01-09 21:00:00+00:00       NaN                 0.021107   \n",
       "2014-01-10 21:00:00+00:00       NaN                 0.024668   \n",
       "2014-01-13 21:00:00+00:00       NaN                 0.028241   \n",
       "2014-01-14 21:00:00+00:00       NaN                 0.031827   \n",
       "2014-01-15 21:00:00+00:00       NaN                 0.035425   \n",
       "2014-01-16 21:00:00+00:00       NaN                 0.039036   \n",
       "2014-01-17 21:00:00+00:00       NaN                 0.042660   \n",
       "2014-01-21 21:00:00+00:00       NaN                 0.046296   \n",
       "2014-01-22 21:00:00+00:00       NaN                 0.049945   \n",
       "2014-01-23 21:00:00+00:00       NaN                 0.053606   \n",
       "2014-01-24 21:00:00+00:00       NaN                 0.057280   \n",
       "2014-01-27 21:00:00+00:00       NaN                 0.060967   \n",
       "2014-01-28 21:00:00+00:00       NaN                 0.064667   \n",
       "2014-01-29 21:00:00+00:00       NaN                 0.068380   \n",
       "2014-01-30 21:00:00+00:00       NaN                 0.072106   \n",
       "2014-01-31 21:00:00+00:00       NaN                 0.075845   \n",
       "2014-02-03 21:00:00+00:00       NaN                 0.079596   \n",
       "2014-02-04 21:00:00+00:00       NaN                 0.083361   \n",
       "2014-02-05 21:00:00+00:00       NaN                 0.087139   \n",
       "2014-02-06 21:00:00+00:00       NaN                 0.090931   \n",
       "2014-02-07 21:00:00+00:00       NaN                 0.094735   \n",
       "2014-02-10 21:00:00+00:00       NaN                 0.098553   \n",
       "2014-02-11 21:00:00+00:00       NaN                 0.102384   \n",
       "2014-02-12 21:00:00+00:00       NaN                 0.106228   \n",
       "2014-02-13 21:00:00+00:00       NaN                 0.110086   \n",
       "...                             ...                      ...   \n",
       "2017-11-16 21:00:00+00:00  0.000015                 0.926928   \n",
       "2017-11-17 21:00:00+00:00  0.000013                 0.921266   \n",
       "2017-11-20 21:00:00+00:00  0.000012                 0.924545   \n",
       "2017-11-21 21:00:00+00:00  0.000019                 0.937136   \n",
       "2017-11-22 21:00:00+00:00  0.000024                 0.935423   \n",
       "2017-11-24 18:00:00+00:00  0.000023                 0.939893   \n",
       "2017-11-27 21:00:00+00:00  0.000021                 0.938924   \n",
       "2017-11-28 21:00:00+00:00  0.000017                 0.958594   \n",
       "2017-11-29 21:00:00+00:00  0.000008                 0.957402   \n",
       "2017-11-30 21:00:00+00:00  0.000012                 0.974539   \n",
       "2017-12-01 21:00:00+00:00  0.000010                 0.970441   \n",
       "2017-12-04 21:00:00+00:00  0.000007                 0.968057   \n",
       "2017-12-05 21:00:00+00:00  0.000007                 0.960979   \n",
       "2017-12-06 21:00:00+00:00  0.000006                 0.961351   \n",
       "2017-12-07 21:00:00+00:00  0.000006                 0.967535   \n",
       "2017-12-08 21:00:00+00:00  0.000005                 0.978265   \n",
       "2017-12-11 21:00:00+00:00  0.000013                 0.984225   \n",
       "2017-12-12 21:00:00+00:00  0.000010                 0.987727   \n",
       "2017-12-13 21:00:00+00:00  0.000012                 0.987503   \n",
       "2017-12-14 21:00:00+00:00  0.000012                 0.979382   \n",
       "2017-12-15 21:00:00+00:00  0.000015                 0.995764   \n",
       "2017-12-18 21:00:00+00:00  0.000020                 1.008419   \n",
       "2017-12-19 21:00:00+00:00  0.000015                 1.000707   \n",
       "2017-12-20 21:00:00+00:00  0.000015                 0.999658   \n",
       "2017-12-21 21:00:00+00:00  0.000016                 1.003777   \n",
       "2017-12-22 21:00:00+00:00  0.000016                 1.003253   \n",
       "2017-12-26 21:00:00+00:00  0.000005                 1.000856   \n",
       "2017-12-27 21:00:00+00:00  0.000005                 1.001830   \n",
       "2017-12-28 21:00:00+00:00  0.000006                 1.005948   \n",
       "2017-12-29 21:00:00+00:00  0.000002                 0.998385   \n",
       "\n",
       "                           benchmark_volatility      beta  capital_used  \\\n",
       "2014-01-02 21:00:00+00:00                   NaN       NaN           0.0   \n",
       "2014-01-03 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-06 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-07 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-08 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-09 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-10 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-13 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-14 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-15 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-16 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-17 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-21 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-22 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-23 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-24 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-27 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-28 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-29 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-30 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-01-31 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-03 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-04 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-05 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-06 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-07 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-10 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-11 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-12 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "2014-02-13 21:00:00+00:00              0.000000       NaN           0.0   \n",
       "...                                         ...       ...           ...   \n",
       "2017-11-16 21:00:00+00:00              0.117531  0.000625           0.0   \n",
       "2017-11-17 21:00:00+00:00              0.117485  0.000625           0.0   \n",
       "2017-11-20 21:00:00+00:00              0.117426  0.000625           0.0   \n",
       "2017-11-21 21:00:00+00:00              0.117404  0.000628           0.0   \n",
       "2017-11-22 21:00:00+00:00              0.117347  0.000628           0.0   \n",
       "2017-11-24 18:00:00+00:00              0.117290  0.000628           0.0   \n",
       "2017-11-27 21:00:00+00:00              0.117232  0.000628           0.0   \n",
       "2017-11-28 21:00:00+00:00              0.117269  0.000625           0.0   \n",
       "2017-11-29 21:00:00+00:00              0.117212  0.000626           0.0   \n",
       "2017-11-30 21:00:00+00:00              0.117223  0.000628           0.0   \n",
       "2017-12-01 21:00:00+00:00              0.117172  0.000629           0.0   \n",
       "2017-12-04 21:00:00+00:00              0.117116  0.000629           0.0   \n",
       "2017-12-05 21:00:00+00:00              0.117077  0.000629           0.0   \n",
       "2017-12-06 21:00:00+00:00              0.117019  0.000629           0.0   \n",
       "2017-12-07 21:00:00+00:00              0.116966  0.000629           0.0   \n",
       "2017-12-08 21:00:00+00:00              0.116931  0.000629           0.0   \n",
       "2017-12-11 21:00:00+00:00              0.116878  0.000630           0.0   \n",
       "2017-12-12 21:00:00+00:00              0.116821  0.000630           0.0   \n",
       "2017-12-13 21:00:00+00:00              0.116763  0.000630           0.0   \n",
       "2017-12-14 21:00:00+00:00              0.116729  0.000630           0.0   \n",
       "2017-12-15 21:00:00+00:00              0.116732  0.000631           0.0   \n",
       "2017-12-18 21:00:00+00:00              0.116708  0.000634           0.0   \n",
       "2017-12-19 21:00:00+00:00              0.116672  0.000635           0.0   \n",
       "2017-12-20 21:00:00+00:00              0.116615  0.000635           0.0   \n",
       "2017-12-21 21:00:00+00:00              0.116559  0.000635           0.0   \n",
       "2017-12-22 21:00:00+00:00              0.116502  0.000635           0.0   \n",
       "2017-12-26 21:00:00+00:00              0.116448  0.000637           0.0   \n",
       "2017-12-27 21:00:00+00:00              0.116390  0.000637           0.0   \n",
       "2017-12-28 21:00:00+00:00              0.116334  0.000637           0.0   \n",
       "2017-12-29 21:00:00+00:00              0.116298  0.000638           0.0   \n",
       "\n",
       "                            ending_cash  ending_exposure  \\\n",
       "2014-01-02 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-03 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-06 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-07 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-08 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-09 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-10 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-13 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-14 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-15 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-16 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-17 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-21 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-22 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-23 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-24 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-27 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-28 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-29 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-30 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-01-31 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-03 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-04 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-05 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-06 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-07 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-10 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-11 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-12 21:00:00+00:00  1.000000e+07              0.0   \n",
       "2014-02-13 21:00:00+00:00  1.000000e+07              0.0   \n",
       "...                                 ...              ...   \n",
       "2017-11-16 21:00:00+00:00  9.987736e+06          17110.0   \n",
       "2017-11-17 21:00:00+00:00  9.987736e+06          17015.0   \n",
       "2017-11-20 21:00:00+00:00  9.987736e+06          16998.0   \n",
       "2017-11-21 21:00:00+00:00  9.987736e+06          17314.0   \n",
       "2017-11-22 21:00:00+00:00  9.987736e+06          17496.0   \n",
       "2017-11-24 18:00:00+00:00  9.987736e+06          17497.0   \n",
       "2017-11-27 21:00:00+00:00  9.987736e+06          17409.0   \n",
       "2017-11-28 21:00:00+00:00  9.987736e+06          17307.0   \n",
       "2017-11-29 21:00:00+00:00  9.987736e+06          16948.0   \n",
       "2017-11-30 21:00:00+00:00  9.987736e+06          17185.0   \n",
       "2017-12-01 21:00:00+00:00  9.987736e+06          17105.0   \n",
       "2017-12-04 21:00:00+00:00  9.987736e+06          16980.0   \n",
       "2017-12-05 21:00:00+00:00  9.987736e+06          16964.0   \n",
       "2017-12-06 21:00:00+00:00  9.987736e+06          16901.0   \n",
       "2017-12-07 21:00:00+00:00  9.987736e+06          16945.2   \n",
       "2017-12-08 21:00:00+00:00  9.987736e+06          16937.0   \n",
       "2017-12-11 21:00:00+00:00  9.987736e+06          17267.0   \n",
       "2017-12-12 21:00:00+00:00  9.987736e+06          17170.0   \n",
       "2017-12-13 21:00:00+00:00  9.987736e+06          17227.0   \n",
       "2017-12-14 21:00:00+00:00  9.987736e+06          17222.0   \n",
       "2017-12-15 21:00:00+00:00  9.987736e+06          17387.0   \n",
       "2017-12-18 21:00:00+00:00  9.987736e+06          17642.0   \n",
       "2017-12-19 21:00:00+00:00  9.987736e+06          17454.0   \n",
       "2017-12-20 21:00:00+00:00  9.987736e+06          17435.0   \n",
       "2017-12-21 21:00:00+00:00  9.987736e+06          17501.0   \n",
       "2017-12-22 21:00:00+00:00  9.987736e+06          17501.0   \n",
       "2017-12-26 21:00:00+00:00  9.987736e+06          17057.0   \n",
       "2017-12-27 21:00:00+00:00  9.987736e+06          17060.0   \n",
       "2017-12-28 21:00:00+00:00  9.987736e+06          17108.0   \n",
       "2017-12-29 21:00:00+00:00  9.987736e+06          16923.0   \n",
       "\n",
       "                                    ...            short_mavg  short_value  \\\n",
       "2014-01-02 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-03 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-06 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-07 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-08 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-09 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-10 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-13 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-14 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-15 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-16 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-17 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-21 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-22 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-23 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-24 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-27 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-28 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-29 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-30 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-01-31 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-03 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-04 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-05 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-06 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-07 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-10 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-11 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-12 21:00:00+00:00           ...                   NaN          0.0   \n",
       "2014-02-13 21:00:00+00:00           ...                   NaN          0.0   \n",
       "...                                 ...                   ...          ...   \n",
       "2017-11-16 21:00:00+00:00           ...            157.284780          0.0   \n",
       "2017-11-17 21:00:00+00:00           ...            157.533680          0.0   \n",
       "2017-11-20 21:00:00+00:00           ...            157.802300          0.0   \n",
       "2017-11-21 21:00:00+00:00           ...            158.099130          0.0   \n",
       "2017-11-22 21:00:00+00:00           ...            158.419340          0.0   \n",
       "2017-11-24 18:00:00+00:00           ...            158.733780          0.0   \n",
       "2017-11-27 21:00:00+00:00           ...            159.052960          0.0   \n",
       "2017-11-28 21:00:00+00:00           ...            159.347500          0.0   \n",
       "2017-11-29 21:00:00+00:00           ...            159.597370          0.0   \n",
       "2017-11-30 21:00:00+00:00           ...            159.866260          0.0   \n",
       "2017-12-01 21:00:00+00:00           ...            160.125060          0.0   \n",
       "2017-12-04 21:00:00+00:00           ...            160.351140          0.0   \n",
       "2017-12-05 21:00:00+00:00           ...            160.562970          0.0   \n",
       "2017-12-06 21:00:00+00:00           ...            160.763320          0.0   \n",
       "2017-12-07 21:00:00+00:00           ...            160.962910          0.0   \n",
       "2017-12-08 21:00:00+00:00           ...            161.152320          0.0   \n",
       "2017-12-11 21:00:00+00:00           ...            161.381500          0.0   \n",
       "2017-12-12 21:00:00+00:00           ...            161.601680          0.0   \n",
       "2017-12-13 21:00:00+00:00           ...            161.809430          0.0   \n",
       "2017-12-14 21:00:00+00:00           ...            162.010200          0.0   \n",
       "2017-12-15 21:00:00+00:00           ...            162.220300          0.0   \n",
       "2017-12-18 21:00:00+00:00           ...            162.484790          0.0   \n",
       "2017-12-19 21:00:00+00:00           ...            162.741040          0.0   \n",
       "2017-12-20 21:00:00+00:00           ...            163.001860          0.0   \n",
       "2017-12-21 21:00:00+00:00           ...            163.257330          0.0   \n",
       "2017-12-22 21:00:00+00:00           ...            163.442180          0.0   \n",
       "2017-12-26 21:00:00+00:00           ...            163.598270          0.0   \n",
       "2017-12-27 21:00:00+00:00           ...            163.746493          0.0   \n",
       "2017-12-28 21:00:00+00:00           ...            163.899510          0.0   \n",
       "2017-12-29 21:00:00+00:00           ...            163.997270          0.0   \n",
       "\n",
       "                           shorts_count   sortino  starting_cash  \\\n",
       "2014-01-02 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-03 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-06 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-07 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-08 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-09 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-10 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-13 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-14 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-15 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-16 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-17 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-21 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-22 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-23 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-24 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-27 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-28 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-29 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-30 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-01-31 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-03 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-04 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-05 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-06 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-07 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-10 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-11 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-12 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "2014-02-13 21:00:00+00:00             0       NaN   1.000000e+07   \n",
       "...                                 ...       ...            ...   \n",
       "2017-11-16 21:00:00+00:00             0  0.965631   9.987736e+06   \n",
       "2017-11-17 21:00:00+00:00             0  0.945566   9.987736e+06   \n",
       "2017-11-20 21:00:00+00:00             0  0.941682   9.987736e+06   \n",
       "2017-11-21 21:00:00+00:00             0  1.004008   9.987736e+06   \n",
       "2017-11-22 21:00:00+00:00             0  1.039651   9.987736e+06   \n",
       "2017-11-24 18:00:00+00:00             0  1.039320   9.987736e+06   \n",
       "2017-11-27 21:00:00+00:00             0  1.020722   9.987736e+06   \n",
       "2017-11-28 21:00:00+00:00             0  0.999187   9.987736e+06   \n",
       "2017-11-29 21:00:00+00:00             0  0.918577   9.987736e+06   \n",
       "2017-11-30 21:00:00+00:00             0  0.964551   9.987736e+06   \n",
       "2017-12-01 21:00:00+00:00             0  0.947940   9.987736e+06   \n",
       "2017-12-04 21:00:00+00:00             0  0.921922   9.987736e+06   \n",
       "2017-12-05 21:00:00+00:00             0  0.918314   9.987736e+06   \n",
       "2017-12-06 21:00:00+00:00             0  0.905282   9.987736e+06   \n",
       "2017-12-07 21:00:00+00:00             0  0.913448   9.987736e+06   \n",
       "2017-12-08 21:00:00+00:00             0  0.911384   9.987736e+06   \n",
       "2017-12-11 21:00:00+00:00             0  0.975233   9.987736e+06   \n",
       "2017-12-12 21:00:00+00:00             0  0.955178   9.987736e+06   \n",
       "2017-12-13 21:00:00+00:00             0  0.965786   9.987736e+06   \n",
       "2017-12-14 21:00:00+00:00             0  0.964328   9.987736e+06   \n",
       "2017-12-15 21:00:00+00:00             0  0.995910   9.987736e+06   \n",
       "2017-12-18 21:00:00+00:00             0  1.044942   9.987736e+06   \n",
       "2017-12-19 21:00:00+00:00             0  1.005269   9.987736e+06   \n",
       "2017-12-20 21:00:00+00:00             0  1.001063   9.987736e+06   \n",
       "2017-12-21 21:00:00+00:00             0  1.013329   9.987736e+06   \n",
       "2017-12-22 21:00:00+00:00             0  1.012824   9.987736e+06   \n",
       "2017-12-26 21:00:00+00:00             0  0.913229   9.987736e+06   \n",
       "2017-12-27 21:00:00+00:00             0  0.913345   9.987736e+06   \n",
       "2017-12-28 21:00:00+00:00             0  0.922025   9.987736e+06   \n",
       "2017-12-29 21:00:00+00:00             0  0.884198   9.987736e+06   \n",
       "\n",
       "                           starting_exposure  starting_value  trading_days  \\\n",
       "2014-01-02 21:00:00+00:00                0.0             0.0             1   \n",
       "2014-01-03 21:00:00+00:00                0.0             0.0             2   \n",
       "2014-01-06 21:00:00+00:00                0.0             0.0             3   \n",
       "2014-01-07 21:00:00+00:00                0.0             0.0             4   \n",
       "2014-01-08 21:00:00+00:00                0.0             0.0             5   \n",
       "2014-01-09 21:00:00+00:00                0.0             0.0             6   \n",
       "2014-01-10 21:00:00+00:00                0.0             0.0             7   \n",
       "2014-01-13 21:00:00+00:00                0.0             0.0             8   \n",
       "2014-01-14 21:00:00+00:00                0.0             0.0             9   \n",
       "2014-01-15 21:00:00+00:00                0.0             0.0            10   \n",
       "2014-01-16 21:00:00+00:00                0.0             0.0            11   \n",
       "2014-01-17 21:00:00+00:00                0.0             0.0            12   \n",
       "2014-01-21 21:00:00+00:00                0.0             0.0            13   \n",
       "2014-01-22 21:00:00+00:00                0.0             0.0            14   \n",
       "2014-01-23 21:00:00+00:00                0.0             0.0            15   \n",
       "2014-01-24 21:00:00+00:00                0.0             0.0            16   \n",
       "2014-01-27 21:00:00+00:00                0.0             0.0            17   \n",
       "2014-01-28 21:00:00+00:00                0.0             0.0            18   \n",
       "2014-01-29 21:00:00+00:00                0.0             0.0            19   \n",
       "2014-01-30 21:00:00+00:00                0.0             0.0            20   \n",
       "2014-01-31 21:00:00+00:00                0.0             0.0            21   \n",
       "2014-02-03 21:00:00+00:00                0.0             0.0            22   \n",
       "2014-02-04 21:00:00+00:00                0.0             0.0            23   \n",
       "2014-02-05 21:00:00+00:00                0.0             0.0            24   \n",
       "2014-02-06 21:00:00+00:00                0.0             0.0            25   \n",
       "2014-02-07 21:00:00+00:00                0.0             0.0            26   \n",
       "2014-02-10 21:00:00+00:00                0.0             0.0            27   \n",
       "2014-02-11 21:00:00+00:00                0.0             0.0            28   \n",
       "2014-02-12 21:00:00+00:00                0.0             0.0            29   \n",
       "2014-02-13 21:00:00+00:00                0.0             0.0            30   \n",
       "...                                      ...             ...           ...   \n",
       "2017-11-16 21:00:00+00:00            16908.0         16908.0           978   \n",
       "2017-11-17 21:00:00+00:00            17110.0         17110.0           979   \n",
       "2017-11-20 21:00:00+00:00            17015.0         17015.0           980   \n",
       "2017-11-21 21:00:00+00:00            16998.0         16998.0           981   \n",
       "2017-11-22 21:00:00+00:00            17314.0         17314.0           982   \n",
       "2017-11-24 18:00:00+00:00            17496.0         17496.0           983   \n",
       "2017-11-27 21:00:00+00:00            17497.0         17497.0           984   \n",
       "2017-11-28 21:00:00+00:00            17409.0         17409.0           985   \n",
       "2017-11-29 21:00:00+00:00            17307.0         17307.0           986   \n",
       "2017-11-30 21:00:00+00:00            16948.0         16948.0           987   \n",
       "2017-12-01 21:00:00+00:00            17185.0         17185.0           988   \n",
       "2017-12-04 21:00:00+00:00            17105.0         17105.0           989   \n",
       "2017-12-05 21:00:00+00:00            16980.0         16980.0           990   \n",
       "2017-12-06 21:00:00+00:00            16964.0         16964.0           991   \n",
       "2017-12-07 21:00:00+00:00            16901.0         16901.0           992   \n",
       "2017-12-08 21:00:00+00:00            16945.2         16945.2           993   \n",
       "2017-12-11 21:00:00+00:00            16937.0         16937.0           994   \n",
       "2017-12-12 21:00:00+00:00            17267.0         17267.0           995   \n",
       "2017-12-13 21:00:00+00:00            17170.0         17170.0           996   \n",
       "2017-12-14 21:00:00+00:00            17227.0         17227.0           997   \n",
       "2017-12-15 21:00:00+00:00            17222.0         17222.0           998   \n",
       "2017-12-18 21:00:00+00:00            17387.0         17387.0           999   \n",
       "2017-12-19 21:00:00+00:00            17642.0         17642.0          1000   \n",
       "2017-12-20 21:00:00+00:00            17454.0         17454.0          1001   \n",
       "2017-12-21 21:00:00+00:00            17435.0         17435.0          1002   \n",
       "2017-12-22 21:00:00+00:00            17501.0         17501.0          1003   \n",
       "2017-12-26 21:00:00+00:00            17501.0         17501.0          1004   \n",
       "2017-12-27 21:00:00+00:00            17057.0         17057.0          1005   \n",
       "2017-12-28 21:00:00+00:00            17060.0         17060.0          1006   \n",
       "2017-12-29 21:00:00+00:00            17108.0         17108.0          1007   \n",
       "\n",
       "                           transactions  treasury_period_return  \n",
       "2014-01-02 21:00:00+00:00            []                     0.0  \n",
       "2014-01-03 21:00:00+00:00            []                     0.0  \n",
       "2014-01-06 21:00:00+00:00            []                     0.0  \n",
       "2014-01-07 21:00:00+00:00            []                     0.0  \n",
       "2014-01-08 21:00:00+00:00            []                     0.0  \n",
       "2014-01-09 21:00:00+00:00            []                     0.0  \n",
       "2014-01-10 21:00:00+00:00            []                     0.0  \n",
       "2014-01-13 21:00:00+00:00            []                     0.0  \n",
       "2014-01-14 21:00:00+00:00            []                     0.0  \n",
       "2014-01-15 21:00:00+00:00            []                     0.0  \n",
       "2014-01-16 21:00:00+00:00            []                     0.0  \n",
       "2014-01-17 21:00:00+00:00            []                     0.0  \n",
       "2014-01-21 21:00:00+00:00            []                     0.0  \n",
       "2014-01-22 21:00:00+00:00            []                     0.0  \n",
       "2014-01-23 21:00:00+00:00            []                     0.0  \n",
       "2014-01-24 21:00:00+00:00            []                     0.0  \n",
       "2014-01-27 21:00:00+00:00            []                     0.0  \n",
       "2014-01-28 21:00:00+00:00            []                     0.0  \n",
       "2014-01-29 21:00:00+00:00            []                     0.0  \n",
       "2014-01-30 21:00:00+00:00            []                     0.0  \n",
       "2014-01-31 21:00:00+00:00            []                     0.0  \n",
       "2014-02-03 21:00:00+00:00            []                     0.0  \n",
       "2014-02-04 21:00:00+00:00            []                     0.0  \n",
       "2014-02-05 21:00:00+00:00            []                     0.0  \n",
       "2014-02-06 21:00:00+00:00            []                     0.0  \n",
       "2014-02-07 21:00:00+00:00            []                     0.0  \n",
       "2014-02-10 21:00:00+00:00            []                     0.0  \n",
       "2014-02-11 21:00:00+00:00            []                     0.0  \n",
       "2014-02-12 21:00:00+00:00            []                     0.0  \n",
       "2014-02-13 21:00:00+00:00            []                     0.0  \n",
       "...                                 ...                     ...  \n",
       "2017-11-16 21:00:00+00:00            []                     0.0  \n",
       "2017-11-17 21:00:00+00:00            []                     0.0  \n",
       "2017-11-20 21:00:00+00:00            []                     0.0  \n",
       "2017-11-21 21:00:00+00:00            []                     0.0  \n",
       "2017-11-22 21:00:00+00:00            []                     0.0  \n",
       "2017-11-24 18:00:00+00:00            []                     0.0  \n",
       "2017-11-27 21:00:00+00:00            []                     0.0  \n",
       "2017-11-28 21:00:00+00:00            []                     0.0  \n",
       "2017-11-29 21:00:00+00:00            []                     0.0  \n",
       "2017-11-30 21:00:00+00:00            []                     0.0  \n",
       "2017-12-01 21:00:00+00:00            []                     0.0  \n",
       "2017-12-04 21:00:00+00:00            []                     0.0  \n",
       "2017-12-05 21:00:00+00:00            []                     0.0  \n",
       "2017-12-06 21:00:00+00:00            []                     0.0  \n",
       "2017-12-07 21:00:00+00:00            []                     0.0  \n",
       "2017-12-08 21:00:00+00:00            []                     0.0  \n",
       "2017-12-11 21:00:00+00:00            []                     0.0  \n",
       "2017-12-12 21:00:00+00:00            []                     0.0  \n",
       "2017-12-13 21:00:00+00:00            []                     0.0  \n",
       "2017-12-14 21:00:00+00:00            []                     0.0  \n",
       "2017-12-15 21:00:00+00:00            []                     0.0  \n",
       "2017-12-18 21:00:00+00:00            []                     0.0  \n",
       "2017-12-19 21:00:00+00:00            []                     0.0  \n",
       "2017-12-20 21:00:00+00:00            []                     0.0  \n",
       "2017-12-21 21:00:00+00:00            []                     0.0  \n",
       "2017-12-22 21:00:00+00:00            []                     0.0  \n",
       "2017-12-26 21:00:00+00:00            []                     0.0  \n",
       "2017-12-27 21:00:00+00:00            []                     0.0  \n",
       "2017-12-28 21:00:00+00:00            []                     0.0  \n",
       "2017-12-29 21:00:00+00:00            []                     0.0  \n",
       "\n",
       "[1007 rows x 40 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%zipline --start 2014-1-1 --end 2018-1-1 -o dma.pickle\n",
    "from zipline.api import order_target, record, symbol\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def initialize(context):\n",
    "    context.i = 0\n",
    "    context.asset = symbol('AAPL')\n",
    "\n",
    "\n",
    "def handle_data(context, data):\n",
    "    # Skip first 300 days to get full windows\n",
    "    context.i += 1\n",
    "    if context.i < 300:\n",
    "        return\n",
    "\n",
    "    # Compute averages\n",
    "    # data.history() has to be called with the same params\n",
    "    # from above and returns a pandas dataframe.\n",
    "    short_mavg = data.history(context.asset, 'price', bar_count=100, frequency=\"1d\").mean()\n",
    "    long_mavg = data.history(context.asset, 'price', bar_count=300, frequency=\"1d\").mean()\n",
    "\n",
    "    # Trading logic\n",
    "    if short_mavg > long_mavg:\n",
    "        # order_target orders as many shares as needed to\n",
    "        # achieve the desired number of shares.\n",
    "        order_target(context.asset, 100)\n",
    "    elif short_mavg < long_mavg:\n",
    "        order_target(context.asset, 0)\n",
    "\n",
    "    # Save values for later inspection\n",
    "    record(AAPL=data.current(context.asset, 'price'),\n",
    "           short_mavg=short_mavg,\n",
    "           long_mavg=long_mavg)\n",
    "\n",
    "\n",
    "def analyze(context, perf):\n",
    "    fig = plt.figure()\n",
    "    ax1 = fig.add_subplot(211)\n",
    "    perf.portfolio_value.plot(ax=ax1)\n",
    "    ax1.set_ylabel('portfolio value in $')\n",
    "\n",
    "    ax2 = fig.add_subplot(212)\n",
    "    perf['AAPL'].plot(ax=ax2)\n",
    "    perf[['short_mavg', 'long_mavg']].plot(ax=ax2)\n",
    "\n",
    "    perf_trans = perf.ix[[t != [] for t in perf.transactions]]\n",
    "    buys = perf_trans.ix[[t[0]['amount'] > 0 for t in perf_trans.transactions]]\n",
    "    sells = perf_trans.ix[\n",
    "        [t[0]['amount'] < 0 for t in perf_trans.transactions]]\n",
    "    ax2.plot(buys.index, perf.short_mavg.ix[buys.index],\n",
    "             '^', markersize=10, color='m')\n",
    "    ax2.plot(sells.index, perf.short_mavg.ix[sells.index],\n",
    "             'v', markersize=10, color='k')\n",
    "    ax2.set_ylabel('price in $')\n",
    "    plt.legend(loc=0)\n",
    "    plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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